Experiments
Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).
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Has reproduction · 100
Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.
PMID 34654806 · PMC8519947 · Nature communications · 2021 · 7 claims · 4 setups
Pathway-based signatures derived from on-treatment tumor specimens (PASS-ON) are highly predictive of response to anti-PD1 blockade in metastatic melanoma, achieving validation AUCs of 0.85–0.89.
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Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis
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Has reproduction · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered in LUAD
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Has reproduction · 67
An individualized causal framework for learning intercellular communication networks that define microenvironments of individual tumors.
PMID 36548438 · PMC9822106 · PLoS computational biology · 2022 · 8 claims · 7 setups
An individualized causal analysis framework can discover tumor-specific intercellular communication networks (ICNs) from transcriptomic data
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Has reproduction · 50
Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.
PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 5 setups
A 186-gene signature derived from six GEO transcriptomic datasets predicts nCRT response in LARC with AUC 0.80 in cross-validation
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Has reproduction · 100
Transcriptomic-Based Quantification of the Epithelial-Hybrid-Mesenchymal Spectrum across Biological Contexts.
PMID 35053177 · PMC8773604 · Biomolecules · 2021 · 8 claims · 8 setups
The 76GS, KS, and MLR EMT scoring metrics show concordant trends in quantifying EMP across bulk RNA-seq datasets spanning multiple cancer types
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Has reproduction · 67
Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.
PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups
TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathways, with distinct prognoses (cluster 1 best, then 2, then 3).
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Has reproduction · 84
AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.
PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups
An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures
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Has reproduction · 64
Characterizing Neutrophil Subtypes in Cancer Using scRNA Sequencing Demonstrates the Importance of IL1β/CXCR2 Axis in Generation of Metastasis-specific Neutrophils.
PMID 38358352 · PMC10903300 · Cancer research communications · 2024 · 8 claims · 7 setups
Two main neutrophil subtypes exist in primary tumors: an activated subtype sharing transcriptomic signatures with healthy neutrophils, and a tumor-specific subtype.
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Has reproduction · 87
Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.
PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups
NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets
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Has reproduction · 37
Orthogonal cytokine engineering enables novel synthetic effector states escaping canonical exhaustion in tumor-rejecting CD8(+) T cells.
PMID 37081150 · PMC10154250 · Nature immunology · 2023 · 8 claims · 6 setups
Orthogonal engineering of CD8+ T cells to co-secrete IL-2v and IL-33 (with PD-1 decoy) drives a novel synthetic effector state (C5 T_SE) that deviates from canonical PD-1+TOX+ exhaustion.
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Has reproduction · 40
PD-1 blockade potentiates neoadjuvant chemotherapy in NSCLC via increasing CD127(+) and KLRG1(+) CD8 T cells.
PMID 37231145 · PMC10213055 · NPJ precision oncology · 2023 · 8 claims · 4 setups
Adding PD-1 blockade to neoadjuvant chemotherapy (NAPC) increases tumor infiltration of CD20+ B cells, CD4+ T cells, CD4+CD127+ T cells, CD8+ T cells, CD8+CD127+ and CD8+KLRG1+ T cells, whereas NAC alone increases only CD20+ B cells.
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Has reproduction · 50
Patient-Derived Meningioma Organoids: A Reliable Model for Studying Human Tumor Pathophysiology.
PMID 39941893 · PMC11817449 · Cancers · 2025 · 8 claims · 7 setups
A standardized, reproducible protocol can establish meningioma organoids (MEN-Os) from patient-resected tumor tissue without mechanical/enzymatic dissociation, using serum-free medium lacking growth factors or exogenous ECM.
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Has reproduction · 86
RNASEQR--a streamlined and accurate RNA-seq sequence analysis program.
PMID 22199257 · PMC3315322 · Nucleic acids research · 2012 · 8 claims · 7 setups
RNASEQR is a new RNA-seq mapper/aligner that combines a BWT-based (Bowtie) transcriptomic/genomic alignment with hash-based BLAT local alignment in three sequential steps: transcriptome mapping, novel exon detection, and anchor-and-align novel splice junction identification.
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Has reproduction · 95
Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.
PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups
Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature
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Has reproduction · 75
PD-1 and TIGIT coexpression identifies a circulating CD8 T cell subset predictive of response to anti-PD-1 therapy.
PMID 33188038 · PMC7668369 · Journal for immunotherapy of cancer · 2020 · 6 claims · 6 setups
The frequency of circulating PD-1+TIGIT+ (DPOS) CD8+ T cells after 1 month of anti-PD-1 therapy is associated with clinical response and overall survival across three independent cohorts.
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Has reproduction · 59
Integrative network modeling reveals mechanisms underlying T cell exhaustion.
PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 6 setups
An integrative, literature-curated and data-driven gene regulatory network underlies CD8+ T cell exhaustion and accurately captures expression states in chronic infection and tumor settings.
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Has reproduction
Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.
PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups
Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).
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Full-text index only
Network-assisted protein identification and data interpretation in shotgun proteomics.
PMID 19690572 · PMC2736651 · Molecular systems biology · 2009 · 7 claims · 7 setups
Confidently identified proteins in a sample form tightly connected sub-networks in the protein interaction network, with significantly higher clustering coefficients than random or topology-matched random sub-networks.